2022
Benefits of Overparameterized Convolutional Residual Networks: Function Approximation under Smoothness Constraint
ICML 2022spotlight
Overparameterized neural networks enjoy great representation power on complex data, and more importantly yield sufficiently smooth output, which is crucial to their generalization and robustness. Most existing function approximation theories suggest that with sufficiently many parameters, neural net…